14.6 Assumptions for Matching

Conditional Independence

The set of matching variables you’ve chosen is enough to close all back doors.

Common Support
  • Matching assumes that there exist appropriate control observations to match.

Look at the distribution of a variable for the treated group against the distribution of that same variable for the untreated group

Balance

Balance Table

  • Shows differences

    • between treated and control groups
    • for means, deviations, etc.
    • for several variables
  • Create table columns

    • unmatched data
    • matched data